Pith Number

pith:BLJMMOKK

pith:2021:BLJMMOKKEASMIWSBLMMRELAUVW

not attested not anchored not stored refs pending

Average-Reward Reinforcement Learning with Trust Region Methods

Jun Yang, Li Xia, Qianchuan Zhao, Xiaohang Tang, Xiaoteng Ma

arxiv:2106.03442 v2 · 2021-06-07 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BLJMMOKKEASMIWSBLMMRELAUVW}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

2 papers in Pith

Stationary Robust Mean-Field Games under Model Mismatches

A Harmonic Mean Formulation of Average Reward Reinforcement Learning in SMDPs

Receipt and verification

First computed	2026-07-05T03:27:32.375005Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0ad2c6394a2024c45a415b19122c14ad878138bcef2b6a335807e75ba4d22538

Aliases

arxiv: 2106.03442 · arxiv_version: 2106.03442v2 · doi: 10.48550/arxiv.2106.03442 · pith_short_12: BLJMMOKKEASM · pith_short_16: BLJMMOKKEASMIWSB · pith_short_8: BLJMMOKK

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/BLJMMOKKEASMIWSBLMMRELAUVW \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 0ad2c6394a2024c45a415b19122c14ad878138bcef2b6a335807e75ba4d22538

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "986e93803ab10451a5c526b86d9ab6d10ec7a6909b73a0487d82e90fc0150d1a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-07T09:19:42Z",
    "title_canon_sha256": "3573d6c33b8ec380d5a9898be4b02058e86c84476d6d26015a4fe93e1f6090ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.03442",
    "kind": "arxiv",
    "version": 2
  }
}